{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d7a1f0b6-1c81-43a6-a3c5-965f1eb8846f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "postgresql://hbu:********@127.0.0.1:2345/hbu\n",
      "环境变量加载完成！\n",
      "数据库连接引擎创建成功！\n"
     ]
    }
   ],
   "source": [
    "# 导入必要的库\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import sys\n",
    "from sqlalchemy import create_engine\n",
    "import psycopg2\n",
    "from dotenv import load_dotenv\n",
    "\n",
    "# 加载环境变量\n",
    "load_dotenv()\n",
    "\n",
    "# 从环境变量获取数据库连接信息，如果不存在则使用默认值\n",
    "driver=os.getenv('DRIVER', 'postgresql')\n",
    "user=os.getenv('PGUSER', None)\n",
    "password=os.getenv('PGPASSWORD', None)\n",
    "host=os.getenv('PGHOST', None)\n",
    "port=os.getenv('PGPORT', None)\n",
    "database=os.getenv('PGDATABASE', 'postgres')\n",
    "\n",
    "# schema is used for postgres, similiar with database level in MySQL\n",
    "schema=os.getenv('SCHEMA',\"public\")\n",
    "\n",
    "DATABASE_URL = f\"{driver}://{user}:{password}@{host}:{port}/{database}\"\n",
    "\n",
    "if user is not None and password is not None:\n",
    "    print(f\"{driver}://{user}:********@{host}:{port}/{database}\")\n",
    "else:\n",
    "    print('非法的数据库连接URL')\n",
    "    sys.exit(1)\n",
    "print('环境变量加载完成！')\n",
    "\n",
    "# 创建数据库连接引擎\n",
    "try:\n",
    "    engine = create_engine(DATABASE_URL)\n",
    "    print('数据库连接引擎创建成功！')\n",
    "except Exception as e:\n",
    "    print(f'创建数据库连接引擎失败: {e}')\n",
    "    raise\n",
    "# 从PostgreSQL数据库读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b52a0a24-bf02-4f7d-ad7a-e7999b5cb393",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "已设置中文字体: Hiragino Sans GB\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.font_manager as fm\n",
    "import platform\n",
    "import seaborn as sns\n",
    "\n",
    "def set_chinese_font():\n",
    "    \"\"\"自动设置中文字体\"\"\"\n",
    "    system = platform.system()\n",
    "    if system == 'Windows':\n",
    "        # Windows 字体\n",
    "        chinese_fonts = ['SimHei', 'Microsoft YaHei', 'KaiTi', 'FangSong']\n",
    "    elif system == 'Darwin':\n",
    "        # Mac 字体\n",
    "        chinese_fonts = ['Heiti SC', 'STHeiti', 'Apple LiGothic Medium', 'SimSun', 'Hiragino Sans GB']\n",
    "    else:\n",
    "        # Linux 字体\n",
    "        chinese_fonts = ['WenQuanYi Micro Hei', 'DejaVu Sans']\n",
    "    \n",
    "    # 检查系统中有哪些中文字体可用\n",
    "    available_fonts = []\n",
    "    #print(fm.fontManager.ttflist)\n",
    "    for font_name in chinese_fonts:\n",
    "        if any(f.name == font_name for f in fm.fontManager.ttflist):\n",
    "            available_fonts.append(font_name)\n",
    "    \n",
    "    if available_fonts:\n",
    "        plt.rcParams['font.sans-serif'] = available_fonts + ['DejaVu Sans']\n",
    "        plt.rcParams['axes.unicode_minus'] = False\n",
    "        print(f\"已设置中文字体: {available_fonts[0]}\")\n",
    "    else:\n",
    "        print(\"未找到中文字体，将使用英文标题\")\n",
    "\n",
    "# 使用函数设置字体\n",
    "set_chinese_font()\n",
    "# 设置图形样式\n",
    "# sns.set_style(\"whitegrid\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d74de050-05ce-4fb5-ab10-0814d5ba98c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024年以来共发行 73 只可转债\n",
      "==================================================\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "#import matplotlib.pyplot as plt\n",
    "\n",
    "from datetime import datetime\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# 从数据库读取数据\n",
    "query = \"SELECT * FROM bond_zh_cov WHERE \\\"申购日期\\\" >= '2024-01-01'\"\n",
    "df = pd.read_sql(query, engine)\n",
    "\n",
    "print(f\"2024年以来共发行 {len(df)} 只可转债\")\n",
    "print(\"=\" * 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "53bfdcf1-bb43-4a83-9f53-0d00a5f4f852",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据基本信息：\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 73 entries, 0 to 72\n",
      "Data columns (total 20 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   index        73 non-null     int64  \n",
      " 1   债券代码         73 non-null     object \n",
      " 2   债券简称         73 non-null     object \n",
      " 3   申购日期         73 non-null     object \n",
      " 4   申购代码         73 non-null     object \n",
      " 5   申购上限         73 non-null     int64  \n",
      " 6   正股代码         73 non-null     object \n",
      " 7   正股简称         73 non-null     object \n",
      " 8   正股价          73 non-null     float64\n",
      " 9   转股价          66 non-null     float64\n",
      " 10  转股价值         66 non-null     float64\n",
      " 11  债现价          73 non-null     float64\n",
      " 12  转股溢价率        66 non-null     float64\n",
      " 13  原股东配售-股权登记日  73 non-null     object \n",
      " 14  原股东配售-每股配售额  73 non-null     float64\n",
      " 15  发行规模         73 non-null     float64\n",
      " 16  中签号发布日       73 non-null     object \n",
      " 17  中签率          72 non-null     float64\n",
      " 18  上市时间         71 non-null     object \n",
      " 19  信用评级         73 non-null     object \n",
      "dtypes: float64(8), int64(2), object(10)\n",
      "memory usage: 11.5+ KB\n",
      "None\n",
      "\n",
      "数值列描述性统计：\n",
      "        申购上限         正股价         转股价        转股价值         债现价      转股溢价率  \\\n",
      "count   73.0   73.000000   66.000000   66.000000   73.000000  66.000000   \n",
      "mean   100.0   34.664247   26.735000  134.478895  158.647425  27.539242   \n",
      "std      0.0   37.515225   25.421391   65.313170   63.934524  21.079391   \n",
      "min    100.0    2.300000    2.000000   68.292400  100.000000  -1.340000   \n",
      "25%    100.0   11.780000    9.905000   99.866625  128.315000  10.305000   \n",
      "50%    100.0   23.390000   18.170000  117.466800  145.001000  24.295000   \n",
      "75%    100.0   41.070000   33.352500  150.881275  163.989000  40.597500   \n",
      "max    100.0  208.620000  128.700000  479.035600  527.000000  83.700000   \n",
      "\n",
      "       原股东配售-每股配售额       发行规模        中签率  \n",
      "count    73.000000  73.000000  72.000000  \n",
      "mean      2.608104  11.246607   0.004934  \n",
      "std       1.870119  10.575848   0.007074  \n",
      "min       0.124500   2.500000   0.000332  \n",
      "25%       1.257300   4.870000   0.001244  \n",
      "50%       2.262000   7.850000   0.003211  \n",
      "75%       3.238500  11.700000   0.004993  \n",
      "max      10.322000  50.000000   0.039687  \n",
      "\n",
      "缺失值分析：\n",
      "       缺失数量     缺失比例%\n",
      "转股价       7  9.589041\n",
      "转股价值      7  9.589041\n",
      "转股溢价率     7  9.589041\n",
      "中签率       1  1.369863\n",
      "上市时间      2  2.739726\n"
     ]
    }
   ],
   "source": [
    "# 1. 数据概览\n",
    "print(\"数据基本信息：\")\n",
    "print(df.info())\n",
    "print(\"\\n数值列描述性统计：\")\n",
    "numeric_cols = ['申购上限', '正股价', '转股价', '转股价值', '债现价', '转股溢价率', \n",
    "               '原股东配售-每股配售额', '发行规模', '中签率']\n",
    "print(df[numeric_cols].describe())\n",
    "\n",
    "# 2. 缺失值分析\n",
    "missing_data = df.isnull().sum()\n",
    "missing_percent = (missing_data / len(df)) * 100\n",
    "missing_info = pd.DataFrame({\n",
    "    '缺失数量': missing_data,\n",
    "    '缺失比例%': missing_percent\n",
    "})\n",
    "print(\"\\n缺失值分析：\")\n",
    "print(missing_info[missing_info['缺失数量'] > 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "37a83d40-0062-46c8-9683-99b34e960ba2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3. 月度发行趋势\n",
    "fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n",
    "\n",
    "# 月度发行数量\n",
    "df['申购月份'] = pd.to_datetime(df['申购日期']).dt.to_period('M')\n",
    "monthly_issue = df.groupby('申购月份').size()\n",
    "axes[0,0].plot(monthly_issue.index.astype(str), monthly_issue.values, marker='o', linewidth=2)\n",
    "axes[0,0].set_title('2024年可转债月度发行数量', fontsize=14, fontweight='bold')\n",
    "axes[0,0].set_ylabel('发行数量')\n",
    "axes[0,0].tick_params(axis='x', rotation=45)\n",
    "\n",
    "# 月度发行规模\n",
    "monthly_volume = df.groupby('申购月份')['发行规模'].sum() / 100  # 转换为亿元\n",
    "axes[0,1].bar(monthly_volume.index.astype(str), monthly_volume.values, alpha=0.7)\n",
    "axes[0,1].set_title('2024年可转债月度发行规模(亿元)', fontsize=14, fontweight='bold')\n",
    "axes[0,1].set_ylabel('发行规模(亿元)')\n",
    "axes[0,1].tick_params(axis='x', rotation=45)\n",
    "\n",
    "# 信用评级分布\n",
    "rating_dist = df['信用评级'].value_counts()\n",
    "axes[1,0].pie(rating_dist.values, labels=rating_dist.index, autopct='%1.1f%%')\n",
    "axes[1,0].set_title('可转债信用评级分布', fontsize=14, fontweight='bold')\n",
    "\n",
    "# 发行规模分布\n",
    "axes[1,1].hist(df['发行规模'].dropna() / 100, bins=15, alpha=0.7, edgecolor='black')\n",
    "axes[1,1].set_title('可转债发行规模分布(亿元)', fontsize=14, fontweight='bold')\n",
    "axes[1,1].set_xlabel('发行规模(亿元)')\n",
    "axes[1,1].set_ylabel('频数')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f9349ada-9c8d-4e9f-b0b9-459304b09a48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4. 市场特征分析\n",
    "fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n",
    "\n",
    "# 转股溢价率分布\n",
    "axes[0,0].hist(df['转股溢价率'].dropna(), bins=20, alpha=0.7, edgecolor='black')\n",
    "axes[0,0].set_title('转股溢价率分布', fontsize=14, fontweight='bold')\n",
    "axes[0,0].set_xlabel('转股溢价率(%)')\n",
    "axes[0,0].set_ylabel('频数')\n",
    "axes[0,0].axvline(df['转股溢价率'].median(), color='red', linestyle='--', \n",
    "                 label=f'中位数: {df[\"转股溢价率\"].median():.2f}%')\n",
    "axes[0,0].legend()\n",
    "\n",
    "# 中签率分析\n",
    "axes[0,1].hist(df['中签率'].dropna() * 100, bins=15, alpha=0.7, edgecolor='black')  # 转换为百分比\n",
    "axes[0,1].set_title('中签率分布', fontsize=14, fontweight='bold')\n",
    "axes[0,1].set_xlabel('中签率(%)')\n",
    "axes[0,1].set_ylabel('频数')\n",
    "\n",
    "# 发行规模与中签率关系\n",
    "valid_data = df.dropna(subset=['发行规模', '中签率'])\n",
    "axes[1,0].scatter(valid_data['发行规模']/100, valid_data['中签率']*100, alpha=0.6)\n",
    "axes[1,0].set_title('发行规模与中签率关系', fontsize=14, fontweight='bold')\n",
    "axes[1,0].set_xlabel('发行规模(亿元)')\n",
    "axes[1,0].set_ylabel('中签率(%)')\n",
    "\n",
    "# 转股价值分布\n",
    "axes[1,1].hist(df['转股价值'].dropna(), bins=20, alpha=0.7, edgecolor='black')\n",
    "axes[1,1].set_title('转股价值分布', fontsize=14, fontweight='bold')\n",
    "axes[1,1].set_xlabel('转股价值')\n",
    "axes[1,1].set_ylabel('频数')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dbefa9dd-79f7-4e79-9990-e8c913861779",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "关键指标统计分析：\n",
      "========================================\n",
      "平均发行规模(亿元): 0.11\n",
      "中位数发行规模(亿元): 0.08\n",
      "平均中签率(%): 0.49\n",
      "平均转股溢价率(%): 27.54\n",
      "转股溢价率中位数(%): 24.30\n",
      "平均转股价值: 134.48\n"
     ]
    }
   ],
   "source": [
    "# 5. 相关性分析\n",
    "correlation_cols = ['发行规模', '正股价', '转股价', '转股价值', '债现价', '转股溢价率', '中签率']\n",
    "corr_matrix = df[correlation_cols].corr()\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "mask = np.triu(np.ones_like(corr_matrix, dtype=bool))\n",
    "sns.heatmap(corr_matrix, mask=mask, annot=True, cmap='coolwarm', center=0,\n",
    "            square=True, fmt='.2f')\n",
    "plt.title('可转债特征相关性热力图', fontsize=16, fontweight='bold')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 6. 关键指标统计\n",
    "print(\"关键指标统计分析：\")\n",
    "print(\"=\" * 40)\n",
    "\n",
    "key_metrics = {\n",
    "    '平均发行规模(亿元)': df['发行规模'].mean() / 100,\n",
    "    '中位数发行规模(亿元)': df['发行规模'].median() / 100,\n",
    "    '平均中签率(%)': df['中签率'].mean() * 100,\n",
    "    '平均转股溢价率(%)': df['转股溢价率'].mean(),\n",
    "    '转股溢价率中位数(%)': df['转股溢价率'].median(),\n",
    "    '平均转股价值': df['转股价值'].mean()\n",
    "}\n",
    "\n",
    "for metric, value in key_metrics.items():\n",
    "    print(f\"{metric}: {value:.2f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1f9033a4-36c6-40b4-93ad-5932bbb417b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "特殊群体分析：\n",
      "========================================\n",
      "高评级债券(AAA/AA+)数量: 11\n",
      "高评级债券平均发行规模: 0.24亿元\n",
      "\n",
      "低转股溢价率(<5%)债券数量: 11\n",
      "大规模发行(前25%)平均中签率: 1.2800%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 7. 特殊群体分析\n",
    "print(\"\\n特殊群体分析：\")\n",
    "print(\"=\" * 40)\n",
    "\n",
    "# 高评级债券分析\n",
    "high_grade = df[df['信用评级'].isin(['AAA', 'AA+'])]\n",
    "print(f\"高评级债券(AAA/AA+)数量: {len(high_grade)}\")\n",
    "print(f\"高评级债券平均发行规模: {high_grade['发行规模'].mean()/100:.2f}亿元\")\n",
    "\n",
    "# 低转股溢价率债券（潜在投资机会）\n",
    "low_premium = df[df['转股溢价率'] < 5]  # 转股溢价率低于5%\n",
    "print(f\"\\n低转股溢价率(<5%)债券数量: {len(low_premium)}\")\n",
    "\n",
    "# 大规模发行分析\n",
    "large_issue = df[df['发行规模'] > df['发行规模'].quantile(0.75)]  # 前25%大规模发行\n",
    "print(f\"大规模发行(前25%)平均中签率: {large_issue['中签率'].mean()*100:.4f}%\")\n",
    "\n",
    "# 8. 时间序列分析 - 关键指标变化\n",
    "monthly_metrics = df.groupby('申购月份').agg({\n",
    "    '发行规模': 'mean',\n",
    "    '中签率': 'mean',\n",
    "    '转股溢价率': 'mean'\n",
    "}).reset_index()\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(12, 6))\n",
    "\n",
    "color = 'tab:blue'\n",
    "ax1.set_xlabel('月份')\n",
    "ax1.set_ylabel('平均发行规模(亿元)', color=color)\n",
    "ax1.plot(monthly_metrics['申购月份'].astype(str), \n",
    "         monthly_metrics['发行规模']/100, \n",
    "         color=color, marker='o', linewidth=2)\n",
    "ax1.tick_params(axis='y', labelcolor=color)\n",
    "ax1.tick_params(axis='x', rotation=45)\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "color = 'tab:red'\n",
    "ax2.set_ylabel('平均中签率(%)', color=color)\n",
    "ax2.plot(monthly_metrics['申购月份'].astype(str), \n",
    "         monthly_metrics['中签率']*100, \n",
    "         color=color, marker='s', linewidth=2)\n",
    "ax2.tick_params(axis='y', labelcolor=color)\n",
    "\n",
    "plt.title('2024年可转债月度平均发行规模与中签率趋势', fontsize=14, fontweight='bold')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ede97085-8013-4076-a62c-7337a81c39a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "2024年可转债市场探索性分析总结报告\n",
      "============================================================\n",
      "\n",
      "📈 发行概况：\n",
      "   • 总发行数量：73 只\n",
      "   • 平均每月发行：6 只\n",
      "   • 总发行规模约：0.08 亿元\n",
      "\n",
      "🎯 市场特征：\n",
      "   • 平均中签率：0.4934%\n",
      "   • 平均转股溢价率：27.54%\n",
      "   • 主要信用评级分布：AA, AA-, A+\n",
      "\n",
      "💡 投资洞察：\n",
      "   • 发行规模与中签率呈正相关关系\n",
      "   • 11 只债券转股溢价率低于5%，存在潜在投资机会\n",
      "   • 高评级债券占比：15.1%\n",
      "\n",
      "🔍 建议进一步分析方向：\n",
      "   1. 不同信用评级的违约风险与收益特征\n",
      "   2. 正股基本面与可转债表现的关系\n",
      "   3. 市场情绪对转股溢价率的影响\n",
      "   4. 申购时机与上市表现的季节性规律\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 9. 生成分析总结报告\n",
    "print(\"\\n\" + \"=\"*60)\n",
    "print(\"2024年可转债市场探索性分析总结报告\")\n",
    "print(\"=\"*60)\n",
    "\n",
    "print(f\"\"\"\n",
    "📈 发行概况：\n",
    "   • 总发行数量：{len(df)} 只\n",
    "   • 平均每月发行：{len(df)//12} 只\n",
    "   • 总发行规模约：{df['发行规模'].sum()/10000:.2f} 亿元\n",
    "\n",
    "🎯 市场特征：\n",
    "   • 平均中签率：{df['中签率'].mean()*100:.4f}%\n",
    "   • 平均转股溢价率：{df['转股溢价率'].mean():.2f}%\n",
    "   • 主要信用评级分布：{', '.join(df['信用评级'].value_counts().head(3).index.tolist())}\n",
    "\n",
    "💡 投资洞察：\n",
    "   • 发行规模与中签率呈{'正' if df[['发行规模', '中签率']].corr().iloc[0,1] > 0 else '负'}相关关系\n",
    "   • {len(low_premium)} 只债券转股溢价率低于5%，存在潜在投资机会\n",
    "   • 高评级债券占比：{len(high_grade)/len(df)*100:.1f}%\n",
    "\n",
    "🔍 建议进一步分析方向：\n",
    "   1. 不同信用评级的违约风险与收益特征\n",
    "   2. 正股基本面与可转债表现的关系\n",
    "   3. 市场情绪对转股溢价率的影响\n",
    "   4. 申购时机与上市表现的季节性规律\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "887faf04-9682-4b89-9e29-d1f7a7353b18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['index', '债券代码', '债券简称', '申购日期', '申购代码', '申购上限', '正股代码', '正股简称', '正股价',\n",
       "       '转股价', '转股价值', '债现价', '转股溢价率', '原股东配售-股权登记日', '原股东配售-每股配售额', '发行规模',\n",
       "       '中签号发布日', '中签率', '上市时间', '信用评级', '申购月份'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "5cc784ee-7ef2-47d5-91d1-61dbf8404718",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1600x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "年度统计摘要:\n",
      "==================================================\n",
      "总上市数量: 985\n",
      "平均每年上市: 51.8 只\n",
      "平均发行规模最大的年份: 2010， 平均发行规模: 3\n",
      "发行数量最多的年份: 2020， 发行数量：13\n",
      "中签率最高的年份: 2013\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "def advanced_yearly_analysis(connection):\n",
    "    \"\"\"\n",
    "    更详细的可转债年度分析\n",
    "    \"\"\"\n",
    "    # 更详细的SQL查询\n",
    "    query = \"\"\"\n",
    "    SELECT \n",
    "        EXTRACT(YEAR FROM \"申购日期\") AS issue_year,\n",
    "        COUNT(*) AS total_listed,\n",
    "        AVG(\"发行规模\") AS avg_issue_size,\n",
    "        AVG(\"中签率\") AS avg_win_rate,\n",
    "        COUNT(CASE WHEN \"信用评级\" = 'AAA' THEN 1 END) AS aaa_count,\n",
    "        COUNT(CASE WHEN \"信用评级\" IN ('AA+', 'AA') THEN 1 END) AS aa_count\n",
    "    FROM bond_zh_cov \n",
    "    WHERE \n",
    "        \"申购日期\" IS NOT NULL \n",
    "        AND \"上市时间\" IS NOT NULL\n",
    "    GROUP BY EXTRACT(YEAR FROM \"申购日期\")\n",
    "    ORDER BY issue_year\n",
    "    \"\"\"\n",
    "    \n",
    "    df = pd.read_sql(query, connection)\n",
    "    df['issue_year'] = df['issue_year'].astype(int)\n",
    "    \n",
    "    # 创建多子图分析\n",
    "    fig, axes = plt.subplots(4, 1, figsize=(16, 12))\n",
    "    \n",
    "    # 1. 上市数量趋势\n",
    "    axes[0].bar(df['issue_year'].astype(str), df['total_listed'], \n",
    "                  color='lightblue', alpha=0.7)\n",
    "    axes[0].set_title('年度上市数量', fontsize=14, fontweight='bold')\n",
    "    axes[0].set_ylabel('数量')\n",
    "    axes[0].grid(axis='y', alpha=0.3)\n",
    "    \n",
    "    # 2. 平均发行规模\n",
    "    axes[1].plot(df['issue_year'].astype(str), df['avg_issue_size']/100, \n",
    "                   marker='s', color='green', linewidth=2)\n",
    "    axes[1].set_title('平均发行规模(百亿元)', fontsize=14, fontweight='bold')\n",
    "    axes[1].set_ylabel('规模(百亿元)')\n",
    "    axes[1].grid(True, alpha=0.3)\n",
    "    \n",
    "    # 3. 平均中签率\n",
    "    axes[2].bar(df['issue_year'].astype(str), df['avg_win_rate']*100, \n",
    "                  color='orange', alpha=0.7)\n",
    "    axes[2].set_title('平均中签率', fontsize=14, fontweight='bold')\n",
    "    axes[2].set_ylabel('中签率(%)')\n",
    "    axes[2].grid(axis='y', alpha=0.3)\n",
    "    \n",
    "    # 4. 信用评级分布堆叠图\n",
    "    years = df['issue_year'].astype(str)\n",
    "    axes[3].bar(years, df['aaa_count'], label='AAA', color='red', alpha=0.7)\n",
    "    axes[3].bar(years, df['aa_count'], bottom=df['aaa_count'], \n",
    "                  label='AA/AA+', color='blue', alpha=0.7)\n",
    "    axes[3].bar(years, df['total_listed'] - df['aaa_count'] - df['aa_count'], \n",
    "                  bottom=df['aaa_count'] + df['aa_count'], \n",
    "                  label='其他', color='gray', alpha=0.7)\n",
    "    axes[3].set_title('信用评级分布', fontsize=14, fontweight='bold')\n",
    "    axes[3].set_ylabel('数量')\n",
    "    axes[3].legend()\n",
    "    axes[3].grid(axis='y', alpha=0.3)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    # 打印统计摘要\n",
    "    print(\"年度统计摘要:\")\n",
    "    print(\"=\" * 50)\n",
    "    print(f\"总上市数量: {df['total_listed'].sum()}\")\n",
    "    print(f\"平均每年上市: {df['total_listed'].mean():.1f} 只\")\n",
    "    print(f\"平均发行规模最大的年份: {df.loc[df['avg_issue_size'].idxmax(), 'issue_year']}， 平均发行规模: {df['avg_issue_size'].idxmax()}\")\n",
    "    print(f\"发行数量最多的年份: {df.loc[df['total_listed'].idxmax(), 'issue_year']}， 发行数量：{df['total_listed'].idxmax()}\")\n",
    "    print(f\"中签率最高的年份: {df.loc[df['avg_win_rate'].idxmax(), 'issue_year']}\")\n",
    "    \n",
    "    return df\n",
    "\n",
    "# 执行高级分析\n",
    "detailed_stats = advanced_yearly_analysis(engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "9422cdbf-a353-4b5a-afa5-52bc0c5ce453",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "月度可转债统计:\n",
      "   year_month  monthly_count  total_issue_size  avg_win_rate  avg_premium_rate\n",
      "0     2024-01              6         57.361273      0.003055         17.486000\n",
      "1     2024-02              1          7.547539      0.005491         17.970000\n",
      "2     2024-03              2         20.824320      0.005465         39.205000\n",
      "3     2024-04              2         15.373900      0.002899         15.310000\n",
      "4     2024-06              1         28.000000      0.032922         -0.460000\n",
      "5     2024-07              8         37.765454      0.001665         14.465000\n",
      "6     2024-08              9         69.464770      0.004323          5.808333\n",
      "7     2024-10              7         95.505907      0.005912         19.115000\n",
      "8     2024-11              3         33.577065      0.004129         42.395000\n",
      "9     2024-12              2         18.314910      0.003827         21.235000\n",
      "10    2025-01              2         26.850000      0.009362         39.300000\n",
      "11    2025-03              6        109.953850      0.010548         43.608333\n",
      "12    2025-04              4         34.155000      0.003515         24.697500\n",
      "13    2025-05              1          3.275900      0.000383         32.250000\n",
      "14    2025-06              6         43.518200      0.001886         38.375000\n",
      "15    2025-07              3         84.520000      0.009776         42.743333\n",
      "16    2025-08              4         32.208418      0.001410         51.675000\n",
      "17    2025-09              2         35.000000      0.005123         45.925000\n",
      "18    2025-10              2         54.785838      0.005674         49.350000\n"
     ]
    },
    {
     "data": {
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/rjMPPvhgNwAKJX388cf26aef2nPPPVd0/NL5rK4xlaTU4MQzzjgjEe2LxAeq7eLnmWeecdOp1DmhD7z99tsv25uV08aMGVN0stC2bduiURI64dIU20022STbm5hTNPr+ww8/tBdeeMGNitPJlaZv//e//3UZ7SZNmhS9lxOGknTBo47Cli1b2meffeZioxMGXRApVrrR0RpYunSpm1GkpKROSHVTfNT+NO1dowyVdKOTNaAkpE7kn376afdY8fj555/dfS58MtMMLHWo6uJHJ6XbbLON2z+vu+46d0KaPuqXNhbQ/qcT+fCCUbREmGbL6DNAcfvHP/5BrNKOYxpBqM9MtaGHHnrIDUwROqYz+/LLL91+qXNZfTZqwICOYZdeeqmdc845dBaWQhurHLUxDRLQsUzH+v3339822GADe/TRR915GZ35memzcrvttnPns5r5J7vssos1atSIz8k0WjZHSUidm4VJD3VE//3vf3dfdd15/PHHu05XncsioEFOGkShZZt07NeIcrUrLa82f/581/70POf+xTM91AEdnvvr+kg1/k488UTO/StYQk2zPHQOq+U01W/RtWtXd27x0UcfudnMuubU7L+kt6+Qri91jqFO/PB4pmv0//3vf26AimayHXbYYdnezJxrZ9tvv707ZmlpSPVbqE9RAzj1nGLZrl07t9JAviPxgWqhpQA0VbtFixbuQK7srJD8KF944qST9hUrVrgRTPrA08FJHdQoW9dDnYO6UNQJVuPGja1z58621VZbuQ9BnZyuv/76ri1ywlBMI7wUKyXWTj/9dHeiqtEAdevWtaOOOsol2nQiphH6CNqZRi2F9XZ0oaiREYqhLox0QrHTTju5TuqktzNdXGsGkZY5CU9INfpGI0rUIa1OCpSlE9FNN93UnYCGFz86SdXFj07yNTNLS0YqoctFdnEnq45humAMT+TV5nr06OHOO6688kp3In/qqadme1NzgkbFHXLIIUUJbY0k1306psunY70uDNWu1N4UQ3VIq92pjSV9HyyNNlY5S5YscZ+N6eey6lDVub9qiqnzS7NAdH6L4vNYdabq+K9jvUZIa9CYrpvUga+km643lYhLOsVAMVLiQ9dHakeqvaZzirPOOst1dqkj8Y033nCDxzSrAcE1uWpUhPXD9FXx0rmGlqTTZ8OOO+5ol1xySeI/C7S8oWbGvPTSS0Xn/lo+R4MHtHoFNWUy07mrrr/D8355/PHH3cAexUzXmG+++aYbna/rdQSd+LvuuqtrZ6qHpYEBOq4p6a3jmOKpWGoAAQKa1acVZFasWOGOX+E1pM41FEst5apEm5a9CvfffEXiA9VCB6CQOlN18UPyo2K64NE65Rq1qoSHqJ6APhBLr8Na+mtSLxZVQ0YffDp4i0Z9aeaMTuB1wqoTLo12ovOrmPZFnSjoA1BLw6gzVSMkdKKlafCaXaRlYhDsb4qXOlDD9aPPPffcotH46gxTQkTLemipCq3/m2Sbb765u/hRp6AuEnVsUjvTfc1qIPGRmY5hio9O6BW78EJSMxo0ylDJN3XkqBOMWQwBzehQMi3sKEz/LNSMGdXhUVJXJ/KKIYJjf0idW+GoODqmM9OxXRfSumgMB5/onEL7Y3oxSPbHkm0sXNaENhaPjmGq7aR2FZ7LagCBOiPUCaZOViVFtI55EkZkxm1nmhmvmE2fPt3+8pe/uOWcNNpcNRkUM3XuI6Blc3RtqZio6LSWBbvwwguLztuUZNNMSQ0YI/ER0HWRjvEaFCYa8KTE9/XXX++uk6ZOnWqXX365a4dJb2saZBgmPcLjvz4XdY2u2WxHH310tjcxJ6lmmGpUKKGm+xpkp6U0n3/++aKkrZYOe/nll11fWji7Ocl0HFOcdOxXX0aY/FCbCwdeaKlgJT6S3EeWTtdBWt1j+PDhLi7p1wJK4KrtXXbZZa6/TImQfMZaJqg24SgJZV7/+Mc/uuy/kh9ahw+Zk0XqcFaiI300gA5K6nRVB2J4ANdFkiT5gK6pn1oPOVwGQGu9a2kAXWBrdJNmLhx33HGuQz89pkmnk3nRSYKK9YmmImuWjEYWqmM/PdGWZNq/dPzSvqnRclqySSPzVbRVdEGkpIiSIOqkSHo7C0fb64RU7UsnV5rBpovuF1980Z1UoaxevXrZgQce6EZIK4GmDgnNnhk4cKDrpPjnP//plozUiB1dbMNcMVsVMlSM9DmZ/lmoUb9hgXMli5JOo6MzCTumFUd9buqzEsW07ItmLmvUZUjJbo2+12ekjnNhuwuX80saHZPUbnRBHX7+6dgfnmfQxqIpoaHjfNjBqk4uzV7Q8po6t9BsBi1/oliXty8n8fpSN3V6qZNLtASdzjG0L6oTP8lLhKXvl+FsZS09rXN9xSZsRzqG6b5GTGvAnZa9QnFnvs4j7r33XjfIQuf+SnqEr2mmt0bhq80lfb9UYkNJj/DcX9eOuhZQe1MSV4kilNwvlfBWjHTc0oDgWbNmuWLw6sdQ0kN9PiEtrZbk41k67XdKACmhphgpLqq/oz4gDXLSsueaJaOZ8knuI5PwuKTktmL2xBNPuIE8Ie2nes/WW2/tPgPCz9J8xowPVAlNLdMJqEZh6qCkE6jw4kcXiGHyQ5j5UTZmmi6raccXXXRR0QWjqGNaF0PqQAwvijSiSR2vGgWgC/AkxksfbBqhpJNS0QWQpm8rqabpoeFSYRo9p9EBup9EmdpYmNTQqOjwREoX3ToJU5FgzZjRiLmTTjopkUuspcdMyw3pYkedX2pHiotGF4bHtnDUhE4cNAMp3EeT3sYUh/Rihprpoec1g0FLeEiST0gzxUzHdI3yUrvStHYVt9XJangs0/v1Nb3eRxKFhd4VB7UlTc9WDLWvSlijSMsR6TxEo5wOOuggSxrNENKxXrMdFa8wbqWlj8rX96i9aXRYkqW3MY0kTz9/0Kzc8DM0/Zysf//+rkaDEuFJquWnzgftZ0r8d+nSxXXQqzNQMQrP/2ljJYUJDJ0z6HpJ10f77ruve00xUxvS+b2+KlbqHFOnotbLT+JglEzxCs8t1NEVfiZqxq3ep5HRWm5TiTgNKtASbEmSab/UTYWAzz77bDd4IpzVEZ6riQapJHm2R3o70zWmOgp13NL69zq269xf0gf26KsGV7BfBvul2lP6uYbO/ZXIVSe0kkVJLnJeer9UZ7POXXWOpv1SCUp9DYtPh+cZal/q10hiG0tvZ+qj0GAU7Zvqv9AMI517qY29++67buBYOKNUnwuKcRKXh9TxSvuiZodqPwzPw/7zn/+4Wk76nFRb1HlFOENXX/U94Woz+YzEB9aaRqhqSQl1PKijfvDgwe4DTqPuw1Fx+jBMT35oJJNGaapwXxKVjpkO2ppCWzpmyvKHiRB1FOqAplFzOglLUtKjdLzUqRW2sTA26Sfs4YmVTlS1LFESVbRfij70tNSVkh4azaT3ikaWa0ZREk+yMrUz7ZdXXHGFuwDSyEt1Smv0kmIZjqbQiammuydNRW0sPfGtOGrEr9rWPvvs406uknoBVNGxX8vO6SJSnTbh0mrhxY/2USVyk5gwKt2JH7YrzZDU+tqa3adZMrrYUdzCpKQ6vJL0ORm65ppr3ChLjRpUclsXO3GSH5rZoISbLsaT1llYuo2Fx6fSgybUOZG+xJWSlRoRrFuSkh7qcFD9Ic1MUy0idUqog0sjxjV7VCOjMyU/ktzGMnV+qQNHHTfh+u2KlZYhCo/z4WekPheSWK+iouSaaEa8lgRWglKfkVomRrQkpGaZamZ4kpS3X37yySfuPFazPTTIIhzpGy4Xo2tKJdv0fUmUab/UMeqUU05xM7615JwGP4XLHobnGHqswVFJU9F+mX6OpvNcxfJf//qXWwZXScryzkOSul8qKaTC3Dq/1/FMsQtjpD4fzQDR94XXBEluZ0pkaNCEzvdHjx7tjveKmWbN6Fgfxk3nbeGywUmi5MYLL7zg6lypvfTs2dPth+EAumeffdatwKDPR10XhLNndPzXuZuW88t7KWAtDBw4MHXEEUekZs+e7R4vX748NWzYsNRZZ52VOvnkk4vet3LlyqL7CxcuTN12222p3r17u/urV69OJUncmMmgQYNSZ599trv/xBNPpLp375764YcfUkniE68FCxa4NiUDBgxw8frxxx9TSVNRzPr16+ee+/DDD1OdOnVy71uxYkWJ7w+/L0nKi9kZZ5zhbvLzzz+nzj///FSfPn1So0aNSn322WepJ598MrXnnnumxowZk0qSuPulng+ddtppqYMPPrjEc0lSXszOPPPM1EknnVT0vksvvTQ1dOjQ1NKlS93j5557LpFtTK6++upUt27dUscee2zqmWeeKXo+vQ1dcsklqT/96U+pRx99NDVt2rTUvHnzUs8++2zqgAMOSI0fPz6VJGPHjk2dd9557usbb7zhjl2KRWjVqlXlfu9PP/2Umj59eippymtjmWJ13333pf75z3+WOCdL4n753//+151DSHic0tfPP/88dc4557jXM8UxqW1MnnrqqdRhhx2WmjVrlnu8aNEi95yOXZdddlmJ9y5ZssTd0s9ldf6RJBXF6x//+Id77vnnn3fnsX379i1zHpvEdlbRfqlzs+uuu67ovZ988knqkEMOSf3lL39J9ezZM/X999+nkqi8dnbuuee6zwYJrwV0PT5u3Dh3e/rppxN5jRn3OBaeo82dO9d9tip+6X1BSRL1eRnul1deeaW7HrjoootS1157bWr//fdPXJ9PVDtTvK666qoS79U5RhhXfSaof3Hq1KmpJFFbOv30013fxAMPPOCuI4cMGZLxmuk///lP6sILL3THL31Vn0ZS2lmB/sl28gU1OxurkVyaYqYZHMowKuOqdQpV9EtTZzUaU9Kz/Bo5IZq+nTQ+MVM2WyMl9F6N4NSIc02PTJK48dIITY2KeOyxx9x0R627qmXVkjjVsaKYqYCVRixp5LnqVmh5K83GCkcwJW0kTpyY/f3vf3cx00w1jZBT4WmNjtDoJcVOI8+T1s58jmPh6C+N3NHIahUhTdLoaN+YadkcLamjz0nNYlDhc82WSdqxX8dwHac0NVvrtg8aNMiNYFLtJglHMYmO+5qpplhpdpGKUGt0a9JipuOTTusVF8VAyz9qJlZ63JI44rKybax0rLS8gvbRI488smgGbtLamI5dmr2t5TA1alDCIqI6D9OMNo22V8FMHesQUL0OzXjca6+9io7/+qrjlj4XteSh6jmpjoxGmOucX6Oote62zj2S1s4qipdmDXXq1MmNyL/nnnvc/huex6odJnE2qe9+qfMLzfLQkprh7OYkqqid6Zpb5/YaUf7rr7/aM888485jta+K6kwm7dw/7nEspDaomkVqazoHTlq/T5z9UiPuNeNb5x5PPvmkmxmpVQS0nHfY1pIm6vivuGgWm2jmTHi+rxoqmoGrmUZJoqUd9bmnmbS//PKLWzlAyxrqeB/OfFyRds2k92vWjI77mm2UlFUrSHygUtRsdMDWSacOSuedd17R8+EUbdUKuOmmm6xbt26uczXpfGKm6WcqRCdal1UXPjpxSNKFj0+8lOhQ57OWtlKHtE7k1bGatM7VuDHTCYU+CLWsR3rHdBLFjZmSRLvuuqtrZ6KLRl1o63uTtGTH2hz7ddKlTp1wDduk8GljKhCv/VLT4nWhraXDtBRKEpdsitOJn34iL7oo0nrIOp4l7QI7Xdi2dJxSzEh+VE2iSHV5VPNp8uTJLtmWpHOydOrgUrzOPffcMvuZYqR6WKpL9O9//ztr21gTO6X79OnjlgTTOb+WblKiXLWM1DGdJHHiNXDgQOvbt69byzx8PokJj3Tsl9XTzrRPqp2Jjv1h/UNdAySJb3It/OzUUn0699cyT0kUZ7/U8le6Nkf8dqbl8g8//HAXw7ffftt14mvpuSReL4XCOGlZbg3kKZ38KExwf49w1YNK0U6lHUdF5HRyrjXuw+dD6nzef//9bdKkSUVr4SeZT8x0YhUWnFOxKx3gk3aB7ROv8DUlOnSypY7CpCU9fGKmgo/qaA3bWJI/BOPGTB1hOpEIa+7owkedZUlKeqzNsT/sXExa0sO3janjXpQA0XrJ6ghL6km86lypzajtKJlx4IEHuptGDmq0vej1cJ8UzfbQe5Oc9EhvW4pDpriFNT+SLk4bS4+VZvkp8aGRv0k7J0unehMqOvrll1+WeF5xVIyU5FXyVvU+aGfmRquqI0d11cIZ7+l1PFTXQ+uYf/bZZ+65sL6ARrwmLekRN16bbLKJK/heuh5KksXdLzW7jf0yfjv79NNPi75H52NKeCQt6eFzHFMbDD871fY0mzmpSY+4++VHH33k6liE1+VJHpcet52F8VQMjz76aDewLKnXS6EwTjpuKYaqc6ukUFj/qk6dOoluWyQ+sFa0DIcO0sOHD3fZ/JB2KhVMU5bx448/dqOXkryjVTZmolHmSSye5hMvTXPU9EbaWID9svpi9s0335QYqZ9Uvm0s6fGKGzMt1aRjGZ0S8TvxdSJPvMpXOm4awSrM+PBLFGl2iBxyyCFuFH6SKTG77777uuUltFxYOsVJBTNV2FYX3bSz+J1f+mxQp3TY+ZVkJNeqb79UMo39Mn470/JWYTtL+rms736Z9Hj57JfqtA8TuEmPG0nctVc6+fH+++9b0tsWn3pYK126dHEH9Jdfftl11qR35uhg3qZNm6IRE0ne0SoTsyQnOyobL9pYgJj541jmh3hV735Jp0RmdOJHy9RpGsbtoIMOcmtIP/vss1nZtprcxjQ7JIlKdyqEjy+88EK3fIJmwKjDfv78+e5YrzgpbnPnzi1KFsGvU5rZCyTXorBfVg3amR/iVTH2y6pBErdimZI96ef+4Uz4MPmhOD3xxBNuKdckS+76Jlhr4SjeE044wU1FU9EqrcUXTkHTwVxLNGmqGh1fAWLmh3j5I2b+iJkf4uWPmFVOpnXbw45pxUmd+DrBD9cBTorStU1Kx0vLZU6ZMsW1r/S46WJS621rSQAEaGOZ6QJZMSjdqRDOEp02bZr95S9/cccvrWGu5UW1lKFiqdGFKvzeokULS6LSNXTCx+r8mjdvnuv8UoeOOm4UMx3/Vcw8qZ1fxCs+9svKo535IV7xsV9WHu1s7dtZ+rm/7qcPnlbyQzWKli1b5gbgJRnFzbHWF9g6mCtzrbXLtbTJrFmzXKZf36M1C++//37r3LmzJQkx80O8/BEzf8TMD/HyR8zWTSe+qFjkm2++6UbR6WIyKfr37+8KYZ511lkl1hkPixb+/vvvbtk0FdI877zzynx/EosA08b8XH/99fbqq6+6kaiNGzfO2Mb2228/u+SSS1w7VG0KFdHUWvha0k8jNVW3KGnCTomKjv/aZ1944QVXoDVT51eSjv/Eyw/7ZeXQzvwQLz/sl5VDO6v6dqZakRdccEHGc/8V5ZwHJ4oSH0B5HnjggdStt96aWrhwYYnnV65c6b5OnTo11aVLF/c++eWXX1JDhw5N3XjjjakBAwakJkyYkEoaYuaHePkjZv6ImR/i5Y+YVU/Mtttuu9S9996b8fsLCwtTSXPllVemdtppp9SgQYNSS5cuLfHa+PHjUz169ChqY6CN+brllltSvXr1Ss2ePTvj3z9x4kTXxvr375+lLcxN1113XWr33XdPLVq0qNx21qlTp6K4ffrpp6mXXnopddlll6UeeeQR93mQJMTLD/tl5dDO/BAvP+yXlUM780M7qxokPlAhLrD9ETM/xMsfMfNHzPwQL3/EzB8x83f//fenDj300NQhhxySeuKJJ1IrVqwoeu2KK65I/e9//yt6vGrVqlTS0cbiu/nmm1O9e/dOzZgxI+Prq1evTv31r38t0caSlhjKhE4JP8TLD/tl5dDO/BAvP+yXlUM7q/52xrl/ZtT4QIU22mgjtwzHww8/bIsWLbLjjjuuqMCj1ijUcgpnn312YpdPyISY+SFe/oiZP2Lmh3j5I2bVG7PS6wAntU7MeuutZ3379rVddtnFLZ2g508++WT3nqOPPtqtgyxJj1eINhbPM888Yw8++KCNGTOmqM6Q4vHII4/YggULbOnSpXbUUUe5Nqd4hq8n/Th2yy23uKUnVAtGtWEkPSbaP++44w7XzrTMSdKP/8TLD/tl5dDO/BAvP+yXlUM7WzftLKnnsVGo8YEKL7BfeuklmzlzZtEF9qmnnlp0gf3NN99wgZ2GmPkhXv6ImT9i5od4+SNm/ohZ5X3++ed25513ugvHt956y26++Wa3pq/W/l24cKE9++yz7iIx6fGijfnRRXSvXr1c8uyvf/2re05Jog022MCtQz5y5Ei3vvbhhx/uap4kuTMivVPi3//+d2SnRNOmTemUIF6Vwn7pj3bmh3j5Y7/0RzvzRzurWsltSahQeEDSSLkPP/zQdtxxR/vb3/5mjz/+uLuIPO200+zaa6+1lStXJv6gFCJmfoiXP2Lmj5j5IV7+iJk/YuZHMQip2OO8efNs2bJldvDBB9sNN9zgLibHjh3rCp9rNkPS4yW0MT/NmjWzAQMGuKKh9957rz311FPWpUsXu+2221yhTMVtww03tIEDB7r3c3Ftduihh1rLli1djEInnHCCff/999awYUP7+eef7Z577nEdPaJOiSS3M+Llj/3SH+3MD/Hyx37pj3bmj3ZWtVjqCmWkXwCWvsBu27atm3rWuHFjN7owXC4g6YiZH+Llj5j5I2Z+iJc/YuaPmMUzceJENwJOHfeKU2iLLbawFi1aWIMGDdxjXfAoXvXq1bPhw4fbfvvt50aAJRltzL+NKR4bb7yxXXPNNUXLgum+rFixwrUvzZjR6EONMtx9990t6cJOiTPOOMPtj3qsTomrrrrKva6OCSUmtY9qNGbSOyWIVzzsl2uHduaHeMXDfrl2aGfx0M6qT7LTaCixk/34449uh0rPrkZdYM+fP9+Sipj5IV7+iJk/YuaHePkjZv6ImZ+77rrLrrzySvvXv/7llmUaNmxY0Qg4zWRYvHixTZs2zU19//LLL+2jjz6yG2+80S677DK31FX6DJGkoI2tXRv74IMP3PNdu3a1ffbZx7WvwsJC95ySQ5oZo/an5RXCZSiSKL2daTm1sFPiq6++stdff92OOeaYok4JUaeEZmOpUyKJiJcf9svKoZ35IV5+2C8rh3bmh3ZWvZjxAbeTffbZZ+6gox3ooosush49epS5wNZF9bfffususL/44gvr16+f/fnPf3ZFIZM2FY2Y+SFe/oiZP2Lmh3j5I2b+iJl/vN58801X0FCFzDXK6+qrr7bXXnvNrX2sUXBaLuDEE090Fz56r+y888523333WYcOHRIVL6GNrX0b04W2OiLUxvr06WPbbbedde7c2b1fMVRbe+GFF2zWrFkucZRE5bWzsFNCa5WX7pRQEjKpnRLEyw/7ZeXQzvwQLz/sl5VDO/NDO1sHVNwcyXXnnXemevfunZo8eXJq+fLlqXvvvTe17777phYsWFD0ntNPPz21//77p3r16uXeExo6dGhq3LhxqaQhZn6Ilz9i5o+Y+SFe/oiZP2LmZ/r06akTTzwxNXbs2BLP77fffqmRI0cWPb7hhhtSRxxxRFG89HX16tWpJKKNVV0bGzFiRInnli1blvr4449TN910U+r2229Pde/ePfXDDz+kkihTO9tnn32K2tnMmTNTo0aNShUWFpb4voEDB6aOOuqo1KxZs1JJQrz8sF9WDu3MD/Hyw35ZObQzP7SzdSM5w5tQxowZM+zTTz91GUatI6dp/1pfT6Pefvjhh6L3derUya0XrbWQ9R5lbjVdTetIawmBJCFmfoiXP2Lmj5j5IV7+iJk/YuZv4cKFNnXq1KIaHYqDRsSpTkV63Q6tkfzcc8+5eOl1fQ2LeScJbaxq25iWBEu3fPlymzlzplt6Qu977LHHbOutt7akKa+dafaVCrNKmzZtbIcddnCx/OSTT+zmm2+2O+64w26//Xb797//ba1bt7akIF7+2C/90c78EC9/7Jf+aGf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",
      "text/plain": [
       "<Figure size 1600x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_monthly_bond_stats(connection):\n",
    "    \"\"\"\n",
    "    绘制月度可转债统计图表\n",
    "    \"\"\"\n",
    "    # SQL查询\n",
    "    query = \"\"\"\n",
    "    SELECT \n",
    "        TO_CHAR(\"申购日期\", 'YYYY-MM') AS year_month,\n",
    "        COUNT(*) AS monthly_count,\n",
    "        SUM(\"发行规模\") AS total_issue_size,\n",
    "        AVG(\"中签率\") AS avg_win_rate,\n",
    "        AVG(\"转股溢价率\") AS avg_premium_rate\n",
    "    FROM bond_zh_cov \n",
    "    WHERE \n",
    "        \"申购日期\" >= '2024-01-01'\n",
    "        AND \"上市时间\" IS NOT NULL\n",
    "    GROUP BY TO_CHAR(\"申购日期\", 'YYYY-MM')\n",
    "    ORDER BY year_month\n",
    "    \"\"\"\n",
    "    \n",
    "    df = pd.read_sql(query, connection)\n",
    "    \n",
    "    if len(df) == 0:\n",
    "        print(\"暂无2024年以来的数据\")\n",
    "        return None\n",
    "    \n",
    "    print(\"月度可转债统计:\")\n",
    "    print(df)\n",
    "    \n",
    "    # 创建可视化\n",
    "    fig, (ax1, ax2, ax3, ax4) = plt.subplots(4, 1, figsize=(16, 10))\n",
    "    \n",
    "    # 1. 月度发行数量\n",
    "    ax1.bar(df['year_month'], df['monthly_count'], color='skyblue', alpha=0.7)\n",
    "    ax1.set_title('月度可转债上市数量', fontsize=14, fontweight='bold')\n",
    "    ax1.set_ylabel('数量')\n",
    "    ax1.tick_params(axis='x', rotation=45)\n",
    "    \n",
    "    # 在柱子上显示数值\n",
    "    for i, count in enumerate(df['monthly_count']):\n",
    "        ax1.text(i, count + 0.1, str(int(count)), \n",
    "                ha='center', va='bottom', fontweight='bold')\n",
    "    \n",
    "    # 2. 月度发行规模（亿元）\n",
    "    ax2.bar(df['year_month'], df['total_issue_size']/100, \n",
    "            color='lightgreen', alpha=0.7)\n",
    "    ax2.set_title('月度发行规模', fontsize=14, fontweight='bold')\n",
    "    ax2.set_ylabel('规模(百亿元)')\n",
    "    ax2.tick_params(axis='x', rotation=45)\n",
    "    \n",
    "    # 3. 平均中签率（百分比）\n",
    "    ax3.plot(df['year_month'], df['avg_win_rate']*100, \n",
    "             marker='o', linewidth=2, color='coral', label='中签率')\n",
    "    ax3.set_title('月度平均中签率', fontsize=14, fontweight='bold')\n",
    "    ax3.set_ylabel('中签率(%)')\n",
    "    ax3.tick_params(axis='x', rotation=45)\n",
    "    ax3.grid(True, alpha=0.3)\n",
    "    \n",
    "    # 4. 平均转股溢价率\n",
    "    ax4.plot(df['year_month'], df['avg_premium_rate'], \n",
    "             marker='s', linewidth=2, color='purple', label='转股溢价率')\n",
    "    ax4.set_title('月度平均转股溢价率', fontsize=14, fontweight='bold')\n",
    "    ax4.set_ylabel('溢价率(%)')\n",
    "    ax4.tick_params(axis='x', rotation=45)\n",
    "    ax4.grid(True, alpha=0.3)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    return df\n",
    "\n",
    "# 执行函数\n",
    "monthly_stats = plot_monthly_bond_stats(engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "417e44ad-4a1f-4f8b-bc1f-cbf635e97dd7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "申购日期数据类型: object\n",
      "申购日期数据类型: datetime64[ns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def create_monthly_heatmap(connection):\n",
    "    \"\"\"\n",
    "    创建月度分布热力图\n",
    "    \"\"\"\n",
    "    # 更详细的查询，获取每日数据用于热力图\n",
    "    query = \"\"\"\n",
    "    SELECT \n",
    "        \"申购日期\",\n",
    "        COUNT(*) OVER (PARTITION BY TO_CHAR(\"申购日期\", 'YYYY-MM')) AS monthly_count,\n",
    "        \"发行规模\",\n",
    "        \"中签率\"\n",
    "    FROM bond_zh_cov \n",
    "    WHERE \n",
    "        \"申购日期\" >= '2024-01-01'\n",
    "        AND \"上市时间\" IS NOT NULL\n",
    "    ORDER BY \"申购日期\"\n",
    "    \"\"\"\n",
    "    \n",
    "    df_daily = pd.read_sql(query, connection)\n",
    "    \n",
    "    if len(df_daily) == 0:\n",
    "        print(\"暂无数据\")\n",
    "        return None\n",
    "    \n",
    "    # 提取年月和日\n",
    "    print(f\"申购日期数据类型: {df_daily['申购日期'].dtype}\")\n",
    "    df_daily['申购日期'] = pd.to_datetime(df_daily['申购日期'], errors='coerce')\n",
    "    print(f\"申购日期数据类型: {df_daily['申购日期'].dtype}\")\n",
    "    df_daily['year_month'] = df_daily['申购日期'].dt.strftime('%Y-%m')\n",
    "    df_daily['day'] = df_daily['申购日期'].dt.day\n",
    "    \n",
    "    # 创建透视表用于热力图\n",
    "    heatmap_data = df_daily.pivot_table(\n",
    "        index='year_month',\n",
    "        columns='day',\n",
    "        values='monthly_count',\n",
    "        aggfunc='count',\n",
    "        fill_value=0\n",
    "    )\n",
    "    \n",
    "    # 绘制热力图\n",
    "    plt.figure(figsize=(15, 8))\n",
    "    sns.heatmap(heatmap_data, annot=True, fmt='d', cmap='YlOrRd', \n",
    "                cbar_kws={'label': '发行数量'})\n",
    "    plt.title('可转债发行日历热力图 (2024年以来)', fontsize=16, fontweight='bold')\n",
    "    plt.xlabel('日期')\n",
    "    plt.ylabel('年-月')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    return df_daily\n",
    "\n",
    "# 创建热力图\n",
    "heatmap_data = create_monthly_heatmap(engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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